{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x13d85265278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas_datareader as web\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "stocks = ['Shop']\n",
    "\n",
    "startDate = '01/01/2001'\n",
    "endDate = '01/01/2017'\n",
    "\n",
    "data = web.DataReader(stocks,data_source='yahoo',start=startDate,end=endDate)['Adj Close']\n",
    "\n",
    "dailyReturns = (data/data.shift(1))-1\n",
    "dailyReturns.hist(bins=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adj Close\n",
    "\n",
    "It means *Adjusted Close Price*\n",
    "- The closing price of a stock is the actual price at the close of hte trading day\n",
    "\n",
    "- Adjusted Closing Price has something to do with Closing Price BUT it takes into account factors such as dividends, stock splits, etc\n",
    "\n",
    "- Adjusted Close Price is a more accurate reflection of the stock's value!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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u3+6zqdXM/7LaPYO2KqPPriGRSCSS9oHNamXhI/c6999ZOI+Vj11E96gWSDAo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\nRpa2e3csaWmYd+7EvNOtyu8zfBj2IgNe3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iT/fYgDW4vxD/Umc6esdD/mlu6ExfridIrH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\nFAqFQqEYIZSipVAoFAqFQjFC/H86IwlChiixWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13d857a1cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JkyMlKoPBiDVk5aNrD+jMa8Do7MSs5StSWCwWPPbYY2hoaIDBYMCwYcPw8ccfIzU1Fc88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v1TIkfBX+LDKZ53dPvdRuX291Uq9wMlOUkswPQbG9l7/WfwaJ2AbvMWLPHC5XoKjclvjC3YnSPk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\nkVMue1/4m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      "text/plain": [
       "<matplotlib.figure.Figure at 0x13d88dc8b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "252\n",
      "AAPL    0.234386\n",
      "SHOP    0.213787\n",
      "BZUN    0.461989\n",
      "SQ     -0.073607\n",
      "BABA    0.082585\n",
      "FB      0.282848\n",
      "MU      0.177882\n",
      "COOL    0.713786\n",
      "CY      0.530386\n",
      "dtype: float64\n",
      "          AAPL      SHOP      BZUN        SQ      BABA        FB        MU  \\\n",
      "AAPL  0.064803  0.020973  0.026576  0.029062  0.035014  0.020647  0.041627   \n",
      "SHOP  0.020973  0.097238  0.078666  0.027924  0.038034  0.026136  0.046017   \n",
      "BZUN  0.026576  0.078666  0.519223  0.060312  0.053204  0.039597  0.083698   \n",
      "SQ    0.029062  0.027924  0.060312  0.769660  0.044949  0.026292  0.049889   \n",
      "BABA  0.035014  0.038034  0.053204  0.044949  0.148314  0.026978  0.100587   \n",
      "FB    0.020647  0.026136  0.039597  0.026292  0.026978  0.135672  0.029553   \n",
      "MU    0.041627  0.046017  0.083698  0.049889  0.100587  0.029553  0.225832   \n",
      "COOL  0.030296  0.045791  0.080320  0.061437  0.052821  0.038597  0.072533   \n",
      "CY    0.019270  0.032867  0.029144  0.077457  0.041147  0.014446  0.058318   \n",
      "\n",
      "          COOL        CY  \n",
      "AAPL  0.030296  0.019270  \n",
      "SHOP  0.045791  0.032867  \n",
      "BZUN  0.080320  0.029144  \n",
      "SQ    0.061437  0.077457  \n",
      "BABA  0.052821  0.041147  \n",
      "FB    0.038597  0.014446  \n",
      "MU    0.072533  0.058318  \n",
      "COOL  0.327137  0.056484  \n",
      "CY    0.056484  0.198321  \n",
      "Weights [ 0.07873045  0.0877222   0.07896326  0.15639308  0.1104902   0.11360448\n",
      "  0.22196106  0.01121324  0.14092204] (9,)\n",
      "Expected portfolio returns: 0.22566337566221145\n",
      "Expected variance: 0.285718792033\n",
      "['AAPL', 'SHOP', 'BZUN', 'SQ', 'BABA', 'FB', 'MU', 'COOL', 'CY']\n",
      "Optimal weights: [ 0.278  0.     0.056  0.     0.     0.159  0.     0.217  0.29 ]\n",
      "expected return, volatility and Sharpe Ratio: [ 0.44470733  0.25743623  1.72744655]\n"
     ]
    },
    {
     "data": {
      "image/png": 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pvHfcvqvOPLViNN876r377HqGcbAR1J4Ot+2QUuqfwDwSw3JNwLWQmHkjIjcW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\nc6uILATaA1tyHTMeGA/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x13d8911d4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas_datareader.data as web\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import scipy.optimize as optimize\n",
    "\n",
    "#stocks = ['AAPL','WMT','TSLA','GE','AMZN','DB']\n",
    "stocks = ['AAPL','SHOP','BZUN','SQ','BABA','FB','MU','COOL','CY']\n",
    "# 'BTCUSD=X'\n",
    "startDate = '01/01/2010'\n",
    "#endDate = '01/01/2017'\n",
    "endDate = '11/05/2017'\n",
    "#\n",
    "# Downloads the data from yahoo\n",
    "def download_data(stocks):\n",
    "    data = web.DataReader(stocks,data_source=\"yahoo\",start=startDate,end=endDate)['Adj Close']\n",
    "    data.columns = stocks\n",
    "    #print(data.tail())\n",
    "    return data\n",
    "\n",
    "def show_data(data):\n",
    "    data.plot(figsize=(10,5))\n",
    "    plt.show()\n",
    "\n",
    "# We usually use natural logarithm for normalization purposes\n",
    "def calculate_returns(data):\n",
    "    returns = np.log(data/data.shift(1))\n",
    "    return returns\n",
    "\n",
    "def plot_daily_returns(returns):\n",
    "    returns.plot(figsize=(10,5))\n",
    "    plt.show()\n",
    "\n",
    "# print out mean and covarience of stocks with [startDate,endDate]. There are 252 trading days in a year\n",
    "def show_stats(returns):\n",
    "    days = returns.shape[0]\n",
    "    days = 252\n",
    "    print(days)\n",
    "    print(returns.mean()*days)\n",
    "    print(returns.cov()*days)\n",
    "    \n",
    "def initialize_weights():\n",
    "    weights = np.random.random(len(stocks))\n",
    "    weights /= np.sum(weights)\n",
    "    print(\"Weights\",weights, weights.shape)\n",
    "    return weights\n",
    "\n",
    "def calculate_portfolio_returns(returns,weights):\n",
    "    portfolio_return = np.sum(returns.mean()*weights)*252\n",
    "    print(\"Expected portfolio returns:\", portfolio_return)\n",
    "\n",
    "def port_gen(weights, returns):\n",
    "        weightsT = np.transpose(weights)\n",
    "        print(\"Weights - T\" , weightsT, weightsT.T.shape)\n",
    "\n",
    "# expected portfolio varience\n",
    "def calculate_portfolio_variance(returns, weights):\n",
    "    portfolio_varience= np.sqrt(np.dot(weights.T,np.dot(returns.cov()*252,weights)))\n",
    "    print(\"Expected variance:\", portfolio_varience)\n",
    "    \n",
    "def generate_portfolios(weights,returns):\n",
    "    preturns = []\n",
    "    pvariances = []\n",
    "    \n",
    "    #Monte-Carlo sim: we generate several random weights -> so random portfolios!\n",
    "    for i in range(7000):\n",
    "        weights = np.random.random(len(stocks))\n",
    "        weights /= np.sum(weights)\n",
    "        preturns.append(np.sum(returns.mean()*weights)*252)\n",
    "        pvariances.append(np.sqrt(np.dot(weights.T,np.dot(returns.cov()*252,weights))))\n",
    "    \n",
    "    preturns = np.array(preturns)\n",
    "    pvariances = np.array(pvariances)\n",
    "    return preturns,pvariances\n",
    "\n",
    "def plot_plortfolios(returns, variances):\n",
    "    plt.figure(figsize=(10,6))\n",
    "    plt.scatter(variances,returns,c=returns/variances, marker='o')\n",
    "    plt.grid(True)\n",
    "    plt.xlabel('Expected Volatility')\n",
    "    plt.ylabel('Expected Return')\n",
    "    plt.colorbar(label='Sharpe Ratio')\n",
    "    plt.show()\n",
    "    \n",
    "def statistics(weights,returns):\n",
    "    portfolio_return = np.dot(returns.mean()*252,weights.T,)\n",
    "    #portfolio_return2 = np.sum(returns.mean()*weights)*252\n",
    "    #print(portfolio_return,\"P2\",portfolio_return2)\n",
    "    portfolio_volatility = np.sqrt(np.dot(weights.T,np.dot(returns.cov()*252,weights)))\n",
    "    \n",
    "    # sharpe Ratio is a measure of returns vs volatility\n",
    "    sharpe_ratio = portfolio_return/portfolio_volatility\n",
    "    \n",
    "    #Returns the three stats!\n",
    "    return np.array([portfolio_return,portfolio_volatility,sharpe_ratio])\n",
    "\n",
    "# [2] means that we want to maximize according to the sharpe-ratio\n",
    "# Note: maximizing f(x)0 function is the same as minimizing -f(x)!\n",
    "def min_func_sharpe(weights,returns):\n",
    "    return -statistics(weights,returns)[2]\n",
    "\n",
    "\n",
    "# What arethe constraints? The sum of weight = 1 (100%). f(x) = 0, this is the function to minimize\n",
    "def optimize_portfolio(weights,returns):\n",
    "    constraints=({'type':'eq','fun': lambda x: np.sum(x) - 1}) # the sum of the weeight is 1\n",
    "    bounds = tuple((0,1) for x in range(len(stocks))) # the weights cab be 1 at most when 100% of money is invested in one stocl\n",
    "    optimum = optimize.minimize(fun=min_func_sharpe,x0=weights,args=returns,method='SLSQP',bounds=bounds,constraints=constraints)\n",
    "    return optimum\n",
    "\n",
    "#  Optimal Portfolio according to weights: 0 means no shares of that company\n",
    "def print_optimal_portfolio(optimum,returns):\n",
    "    weights = optimum['x'].round(3)\n",
    "    print(stocks)\n",
    "    print(\"Optimal weights:\",weights)\n",
    "    print(\"expected return, volatility and Sharpe Ratio:\",statistics(weights,returns))\n",
    "    \n",
    "def show_optimal_portfolio(optimum, returns, preturns,pvariances):\n",
    "    plt.figure(figsize=(10,6))\n",
    "    plt.scatter(pvariances,preturns,c=preturns/pvariances,marker=\"o\")\n",
    "    plt.grid(True)\n",
    "    plt.xlabel('Expected Volatility')\n",
    "    plt.ylabel('Expected Return')\n",
    "    plt.colorbar(label='Sharpe Ratio')\n",
    "    plt.plot(statistics(optimum['x'],returns)[1],statistics(optimum['x'],returns)[0],'g*',markersize=20.0)\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    data = download_data(stocks)\n",
    "    show_data(data)\n",
    "    returns = calculate_returns(data)\n",
    "    plot_daily_returns(returns)\n",
    "    show_stats(returns)\n",
    "    weights = initialize_weights()\n",
    "    calculate_portfolio_returns(returns, weights)\n",
    "    calculate_portfolio_variance(returns, weights)\n",
    "    vals = generate_portfolios(weights, returns)\n",
    "    preturns = vals[0]\n",
    "    pvariances = vals[1]\n",
    "    #plot_plortfolios(vals[0],vals[1])\n",
    "    #statistics(weights,returns)\n",
    "    optimum = optimize_portfolio(weights, returns)\n",
    "    print_optimal_portfolio(optimum,returns)\n",
    "    show_optimal_portfolio(optimum,returns,preturns,pvariances)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Monte-Carlo Simulations\n",
    "\n",
    "**Monte-Carlo method solves a deterministic problem using probabilistic analog**\n",
    "\n",
    "1. Define a domain of possible inputs\n",
    "2. Generate inputs randomly\n",
    "3. Perform a deterministic computation on the inputs\n",
    "4. Aggregate the results\n",
    "\n",
    "We can calculate the area of a circle with Monte-Carlo approach\n",
    "\n",
    "Just have to generate random points in the plane within [0,a]\n",
    "\n",
    "Then calculate the points inside and outside the circle: the ratio can yield the area!\n",
    "\n",
    "**Slow for lower level dimensional problems, but good for HIGH-dimensional tasks**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def generate_portfolios(weights,returns):\n",
    "    preturns = []\n",
    "    pvariances = []\n",
    "    \n",
    "    #Monte-Carlo sim: we generate several random weights -> so random portfolios!\n",
    "    for i in range(10000):\n",
    "        weights = np.random.random(len(stocks))\n",
    "        weights /= np.sum(weights)\n",
    "        preturns.append(np.sum(returns.mean()*weights)*252)\n",
    "        pvariance.append(np.sqrt(np.dot(weights.T,np.dot(returns.cov()*252,weights))))\n",
    "    \n",
    "    preturns = np.array(preturns)\n",
    "    pvariances = np.arrray(pvariances)\n",
    "    return preturns,pvariances\n",
    "\n",
    "def plot_plortfolios(returns, variances):\n",
    "    plt.figure(figsize=(10,6))\n",
    "    plt.scatter(variances,returns,c=returns/variances, marker='o')\n",
    "    plt.grid(True)\n",
    "    plt.xlabel('Expected Volatility')\n",
    "    plt.ylabel('Expected Return')\n",
    "    plt.colorbar(label='Sharpe Ratio')\n",
    "    plt.show()"
   ]
  }
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